{"title":"Scheduling a specific type of batch process with evolutionary computation","authors":"J. Heinonen, F. Pettersson","doi":"10.1109/CEC.2003.1299771","DOIUrl":null,"url":null,"abstract":"A genetic algorithm is used to calculate production schedules for a specific type of batch-mode manufacturing process. Previous scheduling efforts included both time discretised MILP as well as continuous-time MILP, both of which were outperformed by the GA when measured in calculation times and final schedule accuracy. The approach is two-folded and an algorithm to reproduce it on similar processes is presented.","PeriodicalId":416243,"journal":{"name":"The 2003 Congress on Evolutionary Computation, 2003. CEC '03.","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2003-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"The 2003 Congress on Evolutionary Computation, 2003. CEC '03.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CEC.2003.1299771","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
A genetic algorithm is used to calculate production schedules for a specific type of batch-mode manufacturing process. Previous scheduling efforts included both time discretised MILP as well as continuous-time MILP, both of which were outperformed by the GA when measured in calculation times and final schedule accuracy. The approach is two-folded and an algorithm to reproduce it on similar processes is presented.